Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product Innovation
A thorough analysis of commercial banks’ product innovation performance is essential to promoting bank product innovation capabilities and sustainable development. In this paper, the product innovation performance of commercial banks is defined as the conversion efficiency of input and out...
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Online Access: | https://www.mdpi.com/2071-1050/12/4/1523 |
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doaj-ef7cb5acb8a54dffa4dcf029d395ac132020-11-25T02:17:31ZengMDPI AGSustainability2071-10502020-02-01124152310.3390/su12041523su12041523Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product InnovationLuning Shao0Jianxin You1Tao Xu2Yilei Shao3School of Economics and Management, Tongji University, Shanghai 200092, ChinaSchool of Economics and Management, Tongji University, Shanghai 200092, ChinaSchool of Economics and Management, Tongji University, Shanghai 200092, ChinaSchool of Economics and Management, Tongji University, Shanghai 200092, ChinaA thorough analysis of commercial banks’ product innovation performance is essential to promoting bank product innovation capabilities and sustainable development. In this paper, the product innovation performance of commercial banks is defined as the conversion efficiency of input and output factors. The credit risk of product innovation of banks is considered as an undesirable output and incorporated in the performance evaluation system. Depending on whether there is a synchronous relationship between innovation income and risks, a Fixed Correlation model (FCM) and a Variable Correlation model (VCM) are then constructed based on Data Envelopment Analysis (DEA) method for the evaluation of commercial bank product innovation performance. In addition, an output optimization model of the objective function is also constructed to estimate the target income of commercial banks’ product innovation in the FCM and VCM. Finally, the proposed model is applied to Chinese listed commercial banks for estimating the performance and target income of product innovation.https://www.mdpi.com/2071-1050/12/4/1523data envelopment analysiscommercial banksproduct innovationperformance evaluationinnovation risk |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Luning Shao Jianxin You Tao Xu Yilei Shao |
spellingShingle |
Luning Shao Jianxin You Tao Xu Yilei Shao Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product Innovation Sustainability data envelopment analysis commercial banks product innovation performance evaluation innovation risk |
author_facet |
Luning Shao Jianxin You Tao Xu Yilei Shao |
author_sort |
Luning Shao |
title |
Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product Innovation |
title_short |
Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product Innovation |
title_full |
Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product Innovation |
title_fullStr |
Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product Innovation |
title_full_unstemmed |
Non-Parametric Model for Evaluating the Performance of Chinese Commercial Banks’ Product Innovation |
title_sort |
non-parametric model for evaluating the performance of chinese commercial banks’ product innovation |
publisher |
MDPI AG |
series |
Sustainability |
issn |
2071-1050 |
publishDate |
2020-02-01 |
description |
A thorough analysis of commercial banks’ product innovation performance is essential to promoting bank product innovation capabilities and sustainable development. In this paper, the product innovation performance of commercial banks is defined as the conversion efficiency of input and output factors. The credit risk of product innovation of banks is considered as an undesirable output and incorporated in the performance evaluation system. Depending on whether there is a synchronous relationship between innovation income and risks, a Fixed Correlation model (FCM) and a Variable Correlation model (VCM) are then constructed based on Data Envelopment Analysis (DEA) method for the evaluation of commercial bank product innovation performance. In addition, an output optimization model of the objective function is also constructed to estimate the target income of commercial banks’ product innovation in the FCM and VCM. Finally, the proposed model is applied to Chinese listed commercial banks for estimating the performance and target income of product innovation. |
topic |
data envelopment analysis commercial banks product innovation performance evaluation innovation risk |
url |
https://www.mdpi.com/2071-1050/12/4/1523 |
work_keys_str_mv |
AT luningshao nonparametricmodelforevaluatingtheperformanceofchinesecommercialbanksproductinnovation AT jianxinyou nonparametricmodelforevaluatingtheperformanceofchinesecommercialbanksproductinnovation AT taoxu nonparametricmodelforevaluatingtheperformanceofchinesecommercialbanksproductinnovation AT yileishao nonparametricmodelforevaluatingtheperformanceofchinesecommercialbanksproductinnovation |
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1724885809894522880 |